{"id":"W2788127364","doi":"","title":"How Can Personalized Tourniquet Systems Accelerate Rehabilitation of Wounded Warriors, Professional Athletes and Orthopaedic Patients?","year":2016,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"High Altitude and Hypoxia","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Tourniquet; Rehabilitation; Athletes; Medicine; Physical medicine and rehabilitation; Physical therapy; Cuff; Blood flow restriction; Sports medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001697591,0.0001400889,0.0001735947,0.00004938166,0.00008304665,0.00004474545,0.00009737741,0.0001376957,0.000006659056],"category_scores_gemma":[0.0002948486,0.00009345712,0.00005778136,0.0000608995,0.0001709778,0.00002014119,0.00006849464,0.00005057843,8.614298e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001749875,"about_ca_system_score_gemma":0.00005640535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001089735,"about_ca_topic_score_gemma":0.00000886916,"domain_scores_codex":[0.9991326,0.00001902303,0.0001884211,0.0002952057,0.0001769101,0.0001878079],"domain_scores_gemma":[0.9992249,0.00002274094,0.000154882,0.00007799311,0.0004306731,0.00008879196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001564722,0.00006849013,0.1777489,0.0002378641,0.00004525055,2.880469e-7,0.0004626799,3.695343e-8,0.8134775,0.001329984,0.005423064,0.001049499],"study_design_scores_gemma":[0.01245857,0.005889379,0.2776796,0.002197573,0.0002080221,0.00003326327,0.004980626,0.00003836524,0.4142165,0.001048526,0.2795054,0.001744129],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997753,0.0004557185,0.00002105495,0.001100258,0.0001312443,0.0003396607,0.00003336935,0.00001409476,0.000151619],"genre_scores_gemma":[0.9973146,0.000134209,0.0002495397,0.0000793168,0.0001381007,0.00006972861,0.00003021231,0.00001807061,0.001966194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3992609,"threshold_uncertainty_score":0.3811071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008015033619139536,"score_gpt":0.2260577322692978,"score_spread":0.2180426986501583,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}